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LSTM Model based on Session Management for Network Intrusion Detection
| Vol. 20 No.3 | pp.1-7|Year 2020 Month 06
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Design and Implementation on Frequency Synthesizer Qualification Model Level for SAR payload
| Vol. 20 No.3 | pp.9-14|Year 2020 Month 06
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Location Information System based on LoRa(Long Range) and IPv6
| Vol. 20 No.3 | pp.15-23|Year 2020 Month 06
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A Study on the Implementation of simple Portable Directional Finding System for 5G Mobile Communication
| Vol. 20 No.3 | pp.25-30|Year 2020 Month 06
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A Study on Slow Driving of Metropolitan Train for Disorder Condition of Platform Safety Gate using LTE-R and Beacon
| Vol. 20 No.3 | pp.31-36|Year 2020 Month 06
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DTN Routing for Improving Transmission Efficiency in a Destroyed Environment of Communication Infrastructure
| Vol. 20 No.3 | pp.37-41|Year 2020 Month 06
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Design of Array Antenna for Radar Wind Profiler using Bend-Dipole
| Vol. 20 No.3 | pp.43-51|Year 2020 Month 06
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Performance Analysis of MSAGF-MMA Adaptive Blind Equalization Algorithm with Variable Step Size Using Input Power Signal and Decision-Directed Error Signal
| Vol. 20 No.3 | pp.53-58|Year 2020 Month 06
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A Study on Energy Management System of Sport Facilities using IoT and Bigdata
| Vol. 20 No.3 | pp.59-64|Year 2020 Month 06
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Trend Analysis of IoT Technology Using Open Source
| Vol. 20 No.3 | pp.65-72|Year 2020 Month 06
Vol. 20 No.3 | pp.1-7.
LSTM Model based on Session Management for Network Intrusion Detection
Abstract With the increase in cyber attacks, automated IDS using machine learning is being studied. According to recent research, the IDS using the recursive learning model shows high detection performance. However, the simple application of the recursive model may be difficult to reflect the associated session characteristics, as the overlapping session environment may degrade the performance. In this paper, we designed the session management module and applied it to LSTM (Long Short-Term Memory) recursive model. For the experiment, the CSE-CIC-IDS 2018 dataset is used and increased the normal session ratio to reduce the association of mal-session. The results show that the pr...
